816B-Parameter AI from Your Laptop

Meta's 816B-parameter Muse Spark Open needs ~1TB of memory — over $20,000 in hardware. This $19 guide shows the cheap route: one API key, a $5 credit, a 10-minute setup, and a working Python chatbot with every line explained. Frontier AI from any laptop.